The aroma of grilling burgers wafted through the air, carried by the gentle breeze. Across the fence, laughter rang out, followed by the happy yelps of the beagle, Buddy. She stood in her own backyard, the air thick with the smell of the neglected weeds.

She'd spent the entire day inside, finishing up a spreadsheet for her boring desk job. The clack of the keyboard felt like a punishment.

She swallowed hard, her mouth suddenly dry. She glanced back at her house, the windows reflecting the dying sun. She thought about the endless cycle of work and bills, and the sheer emptiness of her evenings. She pictured Buddy, happily gnawing on a bone, and wanted to scream.

Emotion: envious

Cluster: Shame / Guilt
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 1.58

Role in Research

This story is one of 1,000 stories generated for the emotion envious. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 envious stories, after denoising with neutral dialogue baselines, produces the envious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the envious vector is projected through the unembedding matrix.

Promoted:
S0.550
H0.431
B0.406
L0.403
envy0.365
Suppressed:
再び-0.262
мед-0.258
再次-0.246
own-0.239
พร้อม-0.231